{"id":"W4322620431","doi":"10.1002/smtd.202201170","title":"Acoustomicrofluidic Defect Engineering and Ligand Exchange in ZIF‐8 Metal–Organic Frameworks","year":2023,"lang":"en","type":"article","venue":"Small Methods","topic":"Metal-Organic Frameworks: Synthesis and Applications","field":"Chemistry","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; RMIT University; National Computational Infrastructure; Australian Research Council; Monash University; Ontario Ministry of Natural Resources and Forestry","keywords":"Zeolitic imidazolate framework; Metal-organic framework; Materials science; Porosity; Linker; Crystal engineering; Imidazolate; Crystal structure; Nanotechnology; Crystal (programming language); Chemical physics; Chemical engineering; Adsorption; Composite material; Chemistry; Crystallography; Inorganic chemistry; Organic chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00147522,0.0002833736,0.0004524452,0.0002061871,0.00008790902,0.00007005157,0.0002948482,0.0006286716,0.0007355398],"category_scores_gemma":[0.001019068,0.0002837263,0.0001371809,0.0008697453,0.00004803321,0.00006006095,0.0002210535,0.0009026683,0.00007916895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006396948,"about_ca_system_score_gemma":0.00003073138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002299617,"about_ca_topic_score_gemma":0.00001092098,"domain_scores_codex":[0.9983708,0.00009998807,0.0003818137,0.0005339205,0.0001249112,0.0004885796],"domain_scores_gemma":[0.9979194,0.001222969,0.00008940689,0.0005929998,0.00002667245,0.0001485526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000004610841,0.00002958346,0.0003997913,0.0001812298,0.00006600952,0.000008706211,0.0002914254,0.00002007547,0.9581224,0.0003422431,0.0001997132,0.04033421],"study_design_scores_gemma":[0.0003513049,0.00001194992,0.002001585,0.0002248289,0.0001347478,0.00002267394,0.0002423427,0.004753223,0.9687489,0.001777181,0.02121012,0.0005211547],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.913535,0.00762794,0.07659047,0.000421484,0.000194265,0.0001895524,0.00001362241,0.0004464795,0.0009811973],"genre_scores_gemma":[0.7860747,0.004373578,0.2065146,0.0002344557,0.0004793402,0.0003502407,0.00002838513,0.0002244868,0.001720199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1299241,"threshold_uncertainty_score":0.9999615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02736391781913486,"score_gpt":0.2939276258317904,"score_spread":0.2665637080126556,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}